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Automation Risk Analysis

Will “Line Assembly Utility Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Line Assembly Utility Worker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Line Assembly Utility Worker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Compute defect percentages or averages, using formulas and calculators.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Recommend necessary corrective actions, based on inspection results.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Analyze test data, making computations as necessary, to determine test results.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Collect or select samples for testing or for use as models.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

Technologies & Software

  • Microsoft PowerPoint
  • Sight Machine AI
  • Inspection marking systems
  • Data analysis software
  • Claude (Anthropic)
  • Mistral (Mistral AI)
  • Gemini (Google)
  • FileMaker Pro
  • Cognex Vision AI
  • Dassault Systemes SolidWorks
  • Selenium
  • Siemens Industrial AI
  • Apache Pig
  • Atlassian JIRA
  • Design of experiments DOE software
  • The MathWorks MATLAB
  • Microsoft Excel
  • Llama (Meta)
  • Grok (xAI)
  • Extensible markup language XML
  • Statistical process control SPC data collection devices
  • Skype
  • Apache Hive
  • Microsoft Word
  • Nova (Amazon)
  • Minitab
  • ChatGPT (OpenAI)
  • Tolerance analysis software
  • Coordinate measuring machine software
  • Verisurf Metrology
  • Computer assisted design software
  • Microsoft Outlook
  • IBM Lotus Notes
  • Dassault Systemes CATIA
  • Label inspection systems
  • Structured query language SQL
  • Kimi (Moonshot AI)
  • DeepSeek
  • Microsoft Visio
  • IBM Notes
  • R
  • ABB AI Robotics
  • Microsoft Office software
  • Mastercam computer-aided design and manufacturing software
  • Cybermetrics GAGETrak
  • Microsoft Access
  • Data entry software
  • SAP software
  • Database software
  • Autodesk AutoCAD
  • Computer-aided inspection software
  • Wilcox Associates PC-DMIS Inspection Planner
  • Microsoft SharePoint
  • Qwen (Alibaba)
  • Medical condition coding software
  • Rockwell Automation AI
  • Mastercam Design
  • Vibration and shaker systems
  • Capacitive acceleration instruments
  • Fatigue testers
  • Function generators
  • Accelerometers
  • Optical comparators
  • Bubble leak testers
  • Sampling oscilloscopes
  • Measuring microscopes
  • Height gauges
  • Eddy current probes
  • Verisurf 3Dgage
  • Plug gauges
  • Resonance acceleration instruments
  • Impact toughness testers
  • Overhead cranes
  • Shock testers
  • Pin gauges
  • Hydraulic lifts
  • Resistance meters
  • Gloss meters
  • Calorimetric leak testers
  • Personal computers
  • Hipot testers
  • Ductility testers
  • Null-balance acceleration instruments
  • Penetrant flaw detectors
  • Depth gauges
  • Radiographic flaw detectors
  • Viscometers
  • Coordinate measuring machines CMM
  • Manufacturing defect analyzers MDA
  • Plotters
  • Impact hammers
  • Pulse generators
  • Digital resistance meters
  • Printed circuit board PCB testers
  • Bit error rate testers BERT
  • Holographic interferometers
  • Digital voltmeters DVM
  • Environmental chambers
  • Eddy current flaw detectors
  • Magnetic induction acceleration instruments
  • Shear testers
  • Color spectrometers
  • Force transducers
  • Resistivity meters
  • Strain gauges
  • Multimeters
  • Beta gauges
  • Power meters
  • Linear or mixed signal equipment
  • Optical gauges
  • Hydraulic pumps
  • Verisurf Master3DGage
  • Laser thickness gauges
  • Metallurgical microscopes
  • Digital resistance thermometers
  • Return loss calibrator RLC passive component testers
  • Industrial bench scales
  • Hardness testers
  • Calipers
  • Conductivity meters
  • Frequency meters
  • Moisture meters
  • Logic test systems
  • Pi tapes
  • Ammeters
  • Mass flow leak testers
  • Thread gauges
  • Continuity testers
  • Forklifts
  • Compression testers
  • Piezoelectric acceleration instruments
  • Magnetic particle flaw detectors
  • Utrasonic flaw detectors
  • Micrometers
  • Digital multimeters
  • Laser shearography flaw detectors
  • Backplane testers
  • Signal generators
  • Creep and stress relaxation testers
  • Sorting machines
  • In-circuit testers
  • Frequency counters
  • Verisurf CMM Master
  • Tensile testers
  • Direct current DC power testers

Alternative Job Titles